| { | |
| "architecture_type": "enhanced_3_layer_classifier", | |
| "architectures": [ | |
| "EnhancedBertForMultiLabelClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.1, | |
| "classifier_dropout": 0.1, | |
| "dtype": "float32", | |
| "gradient_checkpointing": false, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.1, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "interactive", | |
| "1": "responsive", | |
| "2": "questioning", | |
| "3": "collaborative" | |
| }, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "collaborative": 3, | |
| "interactive": 0, | |
| "questioning": 2, | |
| "responsive": 1 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "max_position_embeddings": 512, | |
| "model_type": "bert", | |
| "num_attention_heads": 12, | |
| "num_hidden_layers": 12, | |
| "optimal_threshold": 0.2, | |
| "pad_token_id": 0, | |
| "performance_metrics": { | |
| "collaborative_f1": 0.5367, | |
| "interactive_f1": 0.6125, | |
| "macro_f1": 0.7098, | |
| "micro_f1": 0.7779, | |
| "micro_precision": 0.7096, | |
| "micro_recall": 0.8607, | |
| "questioning_f1": 0.9333, | |
| "responsive_f1": 0.7564 | |
| }, | |
| "position_embedding_type": "absolute", | |
| "problem_type": "multi_label_classification", | |
| "training_details": { | |
| "architecture": "BERT-base + Enhanced 3-layer classifier", | |
| "batch_size": 16, | |
| "epochs": 7, | |
| "learning_rate": 3e-05, | |
| "sequence_length": 512 | |
| }, | |
| "transformers_version": "4.56.0", | |
| "type_vocab_size": 2, | |
| "use_cache": true, | |
| "vocab_size": 30522 | |
| } | |